The health sector has long lagged other sectors in replacing paper recordkeeping with more efficient electronic information technology. Although health care reformers justifiably bemoan the long delays in modernizing health care, there is a large and growing store of digital health data. It includes electronic claims, e-prescribing and pharmacy dispensing scripts, images, labs, and information captured by clinicians in electronic health records (EHRs). Paralleling the slow expansion of digital health data used by providers and businesses, the last few years have also seen increased interest in PHRs as tools for consumers to better manage their health and health care.
Both trends are potentially beneficial. Both can help get the right information to the right people in a timely way. One way to look at the two trends is as separate categories of health data streams. We'll call them "business data streams" and "consumer data streams."
In both areas, but particularly in consumer data streams, no dominant suppliers have emerged. The role of federal or state oversight remains uncertain and contentious. Many social and political discussions are developing that reflect significant concerns about inappropriate uses of electronic personal health information, including the perceived risk to employment, insurance coverage, reputation, identity, or exposure to unauthorized marketing or solicitations. For these reasons, now is the critical time to examine the emerging digital data flows.
In an electronic environment, information can be rapidly copied and shared. A piece of data captured in one place may be forwarded to another, then another, and so on. Each time, the "sender" does not erase the data after passing it on. A copy is typically stored at each place. And each party that touches the data may add or modify information according to its business needs.
Because of this frequent copying and modifying, it is not useful or practical to discuss "ownership" of data in health care, in the sense that an owner of a paper file can allow use of the file without providing a copy. In the digital world, use of data proliferates copies as a side effect. And those copies, once made, must be retained by some recipients (e.g., medical professionals), by law. It is also not useful to apply old paradigms to protecting data such as locked file cabinets or creating lock boxes of electronic data. It is, however, critical to talk about proper custodianship of electronic personal health information copies – and under what authorizations and circumstances those copies may be shared.
The liquidity of health data copies creates both benefits (e.g., rapid retrieval, data analytics) and risks (e.g., personal privacy, errors).
Throughout life, the typical consumer's health data is scattered among many health care providers, payers, clearinghouses, and other services (some of which are largely unknown to the public). Digital information flows through the health sector based on business requirements, typically with a complex series of handoffs stemming from business relationships. For example, Appendix A follows the data trail of a single drug prescription, the most common clinical transaction. Just to put the pills in the bottle, under the "simple" scenario, there are 10 different electronic copies of the information stored in various databases. The following are general observations about business data streams:
We distinguish consumer data streams as the flow of personal health information into and out of consumer-accessible applications such as PHRs. There are increasing opportunities for consumers to participate in consumer data streams. Consumers are increasing their own contributions to new data streams by uploading health-related content about themselves to various Internet services. We are witnessing a proliferation of data streams through new services offering consumers the ability to obtain copies of information captured about them at various points along the business data stream. Large integrated delivery networks, employer groups, and payers have all launched plans to supply individuals with PHRs that can be pre-populated with personal health information from various sources.
There are several barriers, however, to such initiatives becoming interconnected on an open network. The current evolution of PHRs and Consumer Access Services reflects the fragmented health care sector. The current direction is that many of the more sophisticated PHR products will be based on specific business relationships with specific populations of consumers (e.g., integrated delivery networks, health plans, and employers offering PHRs to their respective members/employees). Many Health Data Sources are likely to favor their own PHRs, if they exist, over applications offered by third parties. New Consumer Access Services face a difficult task of negotiating contracts with the many Health Data Sources, each with its own business considerations and legal hurdles, in order to gain access to consumers' personal health data.
Secondly, data captured at any one point is often not valuable to consumers. It often needs to be combined with information from other sources and then given proper interpretation to be useful. Consumers will likely need new services to collect and add value to copies of their health data. (See Consumers as Network Participants.)
A further privacy consideration is that the new consumer data streams will produce new generations of data copies and stores. There will be ever more opportunities for organizations to capture, combine, and share health information about individuals. These new data sets include things like:
(See Appendix A of CT4: Limitations on Identifying Information for a discussion of how "partially identifying data" can be combined with other information to establish identity.)
The emergence of consumer data streams poses a challenge to traditional health care institutions. Technology companies with powerful global brands operate within a vastly different business culture from health care organizations. They have different relationships with consumers, and separate legal and regulatory frameworks. Increased technology innovation and consumer participation will challenge traditional health care organizations as they seek the attention of the 21st Century patient/consumer, who is increasingly accustomed to Internet-based services in other sectors, such as finance or travel. Faced with increasing out-of-pocket health costs, as well as personal and societal needs for better health self-management, today's consumers need better tools as well as assurances that their information will be handled according to fair information practices.
The following scenarios are designed to illustrate electronic data streams for the most common transaction in health care: a drug prescription. The first scenario describes a common and simplified set of transactions stemming from a small clinical practice. The second scenario adds sophistication and complexity, depicting transactions that are less common today (although they may become more common in the emerging electronic environment). The additional transactions increase potential value for many stakeholders, including the consumer, but also heighten the risk to privacy and security due to multiple round trips across data sources and copies being held by an increasing array of parties.
Note: The numeric sequence of "copies" below is designed to help the reader understand the parties that create and receive information related to a prescription transaction. A real-world chronology would be different than the sequence reflected here, as some transactions are batched with longer lag times than others.
Radhika Parekjhi, MD, works for a small practice that does not have an electronic health record (EHR) or e-prescribing application. The practice does, however, utilize practice management software for electronic claims submittal. Steve Jones, a pharmacist with ACME Pharmacy Chain, performs his work using a pharmacy information system that includes e-prescribing functionality.
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Millie (patient) |
Demographic/ Contact Insurance Employment Provider seen/referred Biometric data (e.g., blood pressure) Diagnoses/ Problem list Procedures Medications Allergies Immunizations Hospitalization history Laboratory results Other health history (e.g., family history of heart disease) Lifestyle history (e.g., smoker) Social history (e.g., married) |
Information provided by Millie in the context of her appt. w/ Dr. Parekjhi |
Millie ⇒ Patient Registration (Paper chart) Millie ⇒ Dr. Parekjhi and staff (Paper chart) |
I-1 (paper) |
Visit history Doctor progress notes Other information specific to care received at this practice |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Doctor office paper chart |
Demographic/ Contact Insurance Health claim type (e.g., Workman's Comp) Prescriber ID (e.g., DEA#) Employment Diagnoses Procedures (including the CPT code that contains the prescribed medication) |
Health claim submitted to Payer | Doctor's office ⇒ Claims Clearninghouse | I-2 | Other claims submitted to same Clearinghouse |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Clearinghouse |
|
Generate revenue | Claims Clearninghouse ⇒ Health Care Market Research Company | DI-1 | n/a |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Clearinghouse |
Demographic/ Contact Insurance Health claim type (e.g., Workman's Comp) Prescriber ID (e.g., DEA#) Employment Diagnoses Procedures |
Claim processing completed; ready for adjudication | Claims Clearinghouse ⇒ Payer | I-3 | Other claims for Millie submitted to this same Payer |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Payer |
|
Analysis on quality and effectiveness | Payer ⇒ Data Analytics Company | DI-2 | n/a |
| Source of Data | Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Millie's prescription |
Demographic/ Contact Insurance Prescriber ID Medication prescribed (medication "x") |
Millie presents in-person to fill her new prescription | Millie's paper prescription ⇒ Millie's Pharmacy | I-4 | Other prescriptions filled at this Pharmacy (and chain if applicable) |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Medication prescribed (medication "x") |
Formulary and Benefit and Drug Utilization Review (REQUEST) | Pharmacy ⇒ Millie's PBM (via claims processing network) | I-5 |
|
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Millie's PBM |
Demographic/ Contact Insurance Interaction alert(s) |
Formulary and Benefit and Drug Utilization Review (RESPONSE) | Millie's PBM (via claims processing network) ⇒ Pharmacy | I-6 | Other prescriptions filled at this Pharmacy (and chain if applicable) |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Insurance Prescriber ID (e.g., NPI) Medication(s) prescribed and/or dispensed |
Transfer of information to Pharmacy's data warehouse | Pharmacy ⇒ Pharmacy's Central Data Warehouse | I-7 | Other prescriptions previously filled by this Pharmacy chain |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Insurance Prescriber ID (e.g., NPI) Medication(s) prescribed and/or dispensed Claim information |
Pharmacy requests payment for Millie's medication | Pharmacy ⇒ Millie's PBM | I-8 | Other claims for Millie submitted to this PBM for adjudication |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Adjudicated claim |
Payment of medication claim | Millie's PBM ⇒ Millie's Payer | I-9 | Other claims for Millie submitted to this Payer |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Payer |
Demographic/ Contact Millie's adjudicated claims data |
To enable the TPA to pay Millie's claim and send Millie an EOB | Health Plan (Payer) ⇒ Third Party Administrator ⇒ Millie | I-10 | Other adjudicated data about Millie received by this TPA |
| Source of Data | Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| PBM |
|
Generate revenue or fulfill contractual obligations | PBM ⇒ Pharmaceutical Market Research Company | DI-3 | n/a |
Jennifer Smith, MD, works for a hospital medical group that uses practice management software and an electronic health record (EHR) that includes e-prescribing and electronic claims submittal functionality; Steve Jones, a pharmacist with ACME Pharmacy Chain, performs his work using a pharmacy information system that includes e-prescribing functionality.
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Millie (patient) |
Demographic/ Contact Insurance Employment Provider seen/referred Biometric data (e.g., blood pressure) Diagnoses/ Problem list Procedures Medications Allergies Immunizations Hospitalization history Laboratory results Other health history (e.g., family history of heart disease) Lifestyle history (e.g., smoker) Social history (e.g., married) |
Millie's appt. w/ Dr. Smith |
Millie ⇒ Patient Registration/ Scheduling (Hospital PMS/EHR) Millie ⇒ Dr. Smith and staff (Hospital EHR) |
I-1 |
Doctor progress notes Visit history Other information specific to care received at Hospital |
| Source of Data | Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Hospital EHR |
Demographic/ Contact Prescriber ID (e.g., NPI) |
Retrieve last 120 days of Rx history (REQUEST) | Hospital EHR ⇒ SureScripts ⇒ Pharmacy networks ⇒ SureScripts | I-2 |
|
| SureScripts |
Demographic/ Contact Medication history |
Retrieve last 120 days of Rx history (RESPONSE) | SureScripts ⇒ Hospital EHR | I-3 | n/a |
| Source of Data | Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Hospital EHR |
Demographic/ Contact Medication prescribed (medication "x") |
Benefits Eligibility and Formulary Request (REQUEST) | Hospital EHR ⇒ Millie's PBM | I-4 |
|
| Millie's PBM |
Demographic/ Contact Insurance
|
Benefits Eligibility and Formulary Request (RESPONSE) | Millie's PBM ⇒ Hospital EHR | Not stored |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Hospital EMR |
Demographic/ Contact Insurance Prescriber ID (e.g., NPI) Diagnoses/ Problem list Medication(s) prescribed |
|
Hospital ⇒ Millie's PBM | I-5 (paper fax) |
Additional health data, see I-13 |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Hospital EHR |
Demographic/ Contact Pharmacy # Prescriber ID (e.g., NPI) Medication(s) prescribed |
|
Hospital EMR ⇒ SureScripts | I-6 |
|
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Hospital EMR |
Demographic/ Contact Insurance Health claim type (e.g., Workman's Comp) Prescriber ID (e.g., DEA#) Employment Social history (e.g., married) Diagnoses Procedures |
Health insurance claim submitted to Payer | Hospital EMR ⇒ Claims Clearinghouse | I-7 | Other claims submitted to same Clearinghouse |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Clearinghouse |
|
Generate revenue | Claims Clearinghouse ⇒ Health Care Market Research Company | DI-1 | n/a |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Hospital EHR |
|
Generate revenue | Hospital ⇒ Health Care Market Research Company | DI-2 | n/a |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Clearinghouse |
Demographic/ Contact Insurance Health claim type (e.g., Workman's Comp) Prescriber ID (e.g., DEA#) Employment Social history (e.g., married) Diagnoses Procedures |
Clearinghouse requests reimbursement from Payer | Claims Clearinghouse ⇒ Payer | I-8 | Other claims for Millie while she has received health insurance from this Payer |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Payer |
|
Analysis on quality and effectiveness | Payer ⇒ Data Analytics Company | DI-3 | n/a |
| Source of Data | Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| SureScripts |
Demographic/ Contact Prescriber ID Medication(s) prescribed |
|
SureScripts ⇒ Millie's Pharmacy | I-9 | Other prescriptions filled at this Pharmacy (and chain if applicable), and any MTM program data |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Medication(s) prescribed |
Formulary and Benefit and Drug Utilization Review (REQUEST) | Pharmacy ⇒ Millie's PBM (via a claims processing network) | I-10 |
|
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Millie's PBM |
Demographic/ Contact Insurance
Interaction
|
Formulary and Benefit and Drug Utilization Review (RESPONSE) | Millie's PBM (a claims processing network) ⇒ Pharmacy | I-11 | Other prescriptions filled at this Pharmacy (and chain if applicable), and any MTM program data |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Insurance Prescriber ID (e.g., NPI) Medication(s) prescribed and/or dispensed |
Transfer of information to Pharmacy's data warehouse | Pharmacy ⇒ Pharmacy's Central Data Warehouse | I-12 | Other prescriptions previously filled by this Pharmacy chain |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Prescriber ID Medication(s) dispensed |
Rx (controlled-substance) patient registry | Pharmacy ⇒ State/Fed Rx Data Warehouse | I-13+ | Other Rx (controlled-substance only) information about Millie |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Insurance Medication(s) dispensed MTM procedures (CPT) |
Receive payment for MTM services provided to Millie | Pharmacy ⇒ Millie's PBM | I-14 |
|
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Insurance Prescriber ID (e.g., NPI) Medication(s) prescribed and/or dispensed MTM procedures (CPT) |
Pharmacy requests payment for Millie's medication and for MTM services provided to Millie | Pharmacy ⇒ Millie's PBM | I-15 | Other claims for Millie submitted to this PBM for adjudication |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| PBM |
|
Generate revenue | PBM ⇒ Pharmaceutical Market Research Company | DI-4 | n/a |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Pharmacy |
Demographic/ Contact Adjudicated claim(s) |
Payment of medication claim and MTM claim | Millie's PBM ⇒ Millie's Payer | I-16 | Other claims for Millie submitted to this Payer |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Payer |
Demographic/ Contact Millie's adjudicated claims data |
To enable the TPA to pay Millie's claim and send Millie an EOB | Payer ⇒ Third Party Administrator ⇒ Millie | I-17 | Other adjudicated data about Millie |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| Payer |
Demographic/ contact Insurance Health claim type (e.g., Workman's Comp) Prescriber ID (e.g., NPI) Employment Diagnoses Procedures Medication(s) prescribed |
Determine Millie's eligibility for disease management program eligibility | Payer ⇒ Third-party Disease Management Company | I-18 | Data collected about Millie for past eligibility determination and/or additional personal data collected as part of another enrolled program |
|
Source of Data |
Personal Data Transferred | Transfer Reason | Transaction Detail (Source ⇒ Recipient) | Recipient Copy # | What Other Personal Data May the Recipient Have? |
|---|---|---|---|---|---|
| PBM |
Demographic/ Contact Prescriber ID (e.g., NPI) Medication(s) dispensed (claims data only) |
Auto-populate Millie's plan-sponsored PHR | PBM ⇒ Third-party PHR Company | I-19 | Self-reported data entered by Millie |
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©2008-2011, Markle Foundation
This work was originally published as part of a compendium called The Markle Connecting for Health Common Framework for Networked Personal Health Information. It is made available free of charge, but subject to the terms of a License. You may make copies of this work; however, by copying or exercising any other rights to the work, you accept and agree to be bound by the terms of the License. All copies of this work must reproduce this copyright information and notice.